Overview

Dataset info

Number of variables35
Number of observations1470
Missing cells0 (0.0%)
Duplicate rows0 (0.0%)
Total size in memory402.0 KiB
Average record size in memory280.1 B

Variables types

Numeric16
Categorical12
Boolean3
Date0
URL0
Text (Unique)0
Rejected4
Unsupported0

Warnings

EmployeeCount has constant value "1" Rejected
MonthlyIncome is highly correlated with JobLevel (ρ = 0.9503) Rejected
NumCompaniesWorked has 197 (13.4%) zeros Zeros
Over18 has constant value "Y" Rejected
StandardHours has constant value "80" Rejected
TrainingTimesLastYear has 54 (< 0.1%) zeros Zeros
YearsAtCompany has 44 (< 0.1%) zeros Zeros
YearsInCurrentRole has 244 (16.6%) zeros Zeros
YearsSinceLastPromotion has 581 (39.5%) zeros Zeros
YearsWithCurrManager has 263 (17.9%) zeros Zeros

Variables

Age
Numeric

Distinct count43
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean36.924
Minimum18
Maximum60
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum18
5-th percentile24
Q130
Median36
Q343
95-th percentile54
Maximum60
Range42
Interquartile range13

Descriptive statistics

Standard deviation9.1354
Coef of variation0.24741
Kurtosis-0.40415
Mean36.924
MAD7.4098
Skewness0.41329
Sum54278
Variance83.455
Memory size11.6 KiB
Histogram
ValueCountFrequency (%) 
35 78 5.3%
 
34 77 5.2%
 
31 69 < 0.1%
 
36 69 < 0.1%
 
29 68 < 0.1%
 
32 61 < 0.1%
 
30 60 < 0.1%
 
33 58 < 0.1%
 
38 58 < 0.1%
 
40 57 < 0.1%
 
Other values (33) 815 55.4%
 

Minimum 5 values

ValueCountFrequency (%) 
18 8 < 0.1%
 
19 9 < 0.1%
 
20 11 < 0.1%
 
21 13 < 0.1%
 
22 16 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
60 5 < 0.1%
 
59 10 < 0.1%
 
58 14 < 0.1%
 
57 4 < 0.1%
 
56 14 < 0.1%
 

Attrition
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
No
1233
Yes
 
237
ValueCountFrequency (%) 
No 1233 83.9%
 
Yes 237 16.1%
 

BusinessTravel
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Travel_Rarely
1043
Travel_Frequently
277
Non-Travel
 
150
ValueCountFrequency (%) 
Travel_Rarely 1043 71.0%
 
Travel_Frequently 277 18.8%
 
Non-Travel 150 10.2%
 
Max length17
Mean length13.448
Min length10
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsTrue

DailyRate
Numeric

Distinct count886
Unique (%)60.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean802.49
Minimum102
Maximum1499
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum102
5-th percentile165.35
Q1465
Median802
Q31157
95-th percentile1424.1
Maximum1499
Range1397
Interquartile range692

Descriptive statistics

Standard deviation403.51
Coef of variation0.50282
Kurtosis-1.2038
Mean802.49
MAD350.25
Skewness-0.0035186
Sum1.1797e+06
Variance1.6282e+05
Memory size11.6 KiB
Histogram
ValueCountFrequency (%) 
691 6 < 0.1%
 
1082 5 < 0.1%
 
329 5 < 0.1%
 
1329 5 < 0.1%
 
530 5 < 0.1%
 
408 5 < 0.1%
 
715 4 < 0.1%
 
589 4 < 0.1%
 
906 4 < 0.1%
 
350 4 < 0.1%
 
Other values (876) 1423 > 99.9%
 

Minimum 5 values

ValueCountFrequency (%) 
102 1 < 0.1%
 
103 1 < 0.1%
 
104 1 < 0.1%
 
105 1 < 0.1%
 
106 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1499 1 < 0.1%
 
1498 1 < 0.1%
 
1496 2 < 0.1%
 
1495 3 < 0.1%
 
1492 1 < 0.1%
 

Department
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Research & Development
961
Sales
446
Human Resources
 
63
ValueCountFrequency (%) 
Research & Development 961 65.4%
 
Sales 446 30.3%
 
Human Resources 63 < 0.1%
 
Max length22
Mean length16.542
Min length5
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

DistanceFromHome
Numeric

Distinct count29
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean9.1925
Minimum1
Maximum29
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
Median7
Q314
95-th percentile26
Maximum29
Range28
Interquartile range12

Descriptive statistics

Standard deviation8.1069
Coef of variation0.8819
Kurtosis-0.22483
Mean9.1925
MAD6.5727
Skewness0.95812
Sum13513
Variance65.721
Memory size11.6 KiB
Histogram
ValueCountFrequency (%) 
2 211 14.4%
 
1 208 14.1%
 
10 86 5.9%
 
9 85 5.8%
 
3 84 5.7%
 
7 84 5.7%
 
8 80 5.4%
 
5 65 < 0.1%
 
4 64 < 0.1%
 
6 59 < 0.1%
 
Other values (19) 444 30.2%
 

Minimum 5 values

ValueCountFrequency (%) 
1 208 14.1%
 
2 211 14.4%
 
3 84 5.7%
 
4 64 < 0.1%
 
5 65 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
29 27 < 0.1%
 
28 23 < 0.1%
 
27 12 < 0.1%
 
26 25 < 0.1%
 
25 25 < 0.1%
 

Education
Numeric

Distinct count5
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.9129
Minimum1
Maximum5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
Median3
Q34
95-th percentile4
Maximum5
Range4
Interquartile range2

Descriptive statistics

Standard deviation1.0242
Coef of variation0.35159
Kurtosis-0.55911
Mean2.9129
MAD0.79271
Skewness-0.28968
Sum4282
Variance1.0489
Memory size11.6 KiB
Histogram
ValueCountFrequency (%) 
3 572 38.9%
 
4 398 27.1%
 
2 282 19.2%
 
1 170 11.6%
 
5 48 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 170 11.6%
 
2 282 19.2%
 
3 572 38.9%
 
4 398 27.1%
 
5 48 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
5 48 < 0.1%
 
4 398 27.1%
 
3 572 38.9%
 
2 282 19.2%
 
1 170 11.6%
 

EducationField
Categorical

Distinct count6
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Life Sciences
606
Medical
464
Marketing
159
Other values (3)
241
ValueCountFrequency (%) 
Life Sciences 606 41.2%
 
Medical 464 31.6%
 
Marketing 159 10.8%
 
Technical Degree 132 9.0%
 
Other 82 5.6%
 
Human Resources 27 < 0.1%
 
Max length16
Mean length10.533
Min length5
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

EmployeeCount
Constant

This variable is constant and should be ignored for analysis

Constant value1

EmployeeNumber
Numeric

Distinct count1470
Unique (%)100.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1024.9
Minimum1
Maximum2068
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile96.45
Q1491.25
Median1020.5
Q31555.8
95-th percentile1967.5
Maximum2068
Range2067
Interquartile range1064.5

Descriptive statistics

Standard deviation602.02
Coef of variation0.58742
Kurtosis-1.2232
Mean1024.9
MAD522.41
Skewness0.016574
Sum1.5066e+06
Variance3.6243e+05
Memory size11.6 KiB
Histogram
ValueCountFrequency (%) 
2046 1 < 0.1%
 
641 1 < 0.1%
 
644 1 < 0.1%
 
645 1 < 0.1%
 
647 1 < 0.1%
 
648 1 < 0.1%
 
649 1 < 0.1%
 
650 1 < 0.1%
 
652 1 < 0.1%
 
653 1 < 0.1%
 
Other values (1460) 1460 > 99.9%
 

Minimum 5 values

ValueCountFrequency (%) 
1 1 < 0.1%
 
2 1 < 0.1%
 
4 1 < 0.1%
 
5 1 < 0.1%
 
7 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2068 1 < 0.1%
 
2065 1 < 0.1%
 
2064 1 < 0.1%
 
2062 1 < 0.1%
 
2061 1 < 0.1%
 

EnvironmentSatisfaction
Categorical

Distinct count4
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
3
453
4
446
2
287
ValueCountFrequency (%) 
3 453 30.8%
 
4 446 30.3%
 
2 287 19.5%
 
1 284 19.3%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

Gender
Categorical

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Male
882
Female
588
ValueCountFrequency (%) 
Male 882 60.0%
 
Female 588 40.0%
 
Max length6
Mean length4.8
Min length4
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

HourlyRate
Numeric

Distinct count71
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean65.891
Minimum30
Maximum100
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum30
5-th percentile33
Q148
Median66
Q383.75
95-th percentile97
Maximum100
Range70
Interquartile range35.75

Descriptive statistics

Standard deviation20.329
Coef of variation0.30853
Kurtosis-1.1964
Mean65.891
MAD17.649
Skewness-0.032311
Sum96860
Variance413.29
Memory size11.6 KiB
Histogram
ValueCountFrequency (%) 
66 29 < 0.1%
 
42 28 < 0.1%
 
98 28 < 0.1%
 
48 28 < 0.1%
 
84 28 < 0.1%
 
79 27 < 0.1%
 
96 27 < 0.1%
 
57 27 < 0.1%
 
52 26 < 0.1%
 
87 26 < 0.1%
 
Other values (61) 1196 81.4%
 

Minimum 5 values

ValueCountFrequency (%) 
30 19 < 0.1%
 
31 15 < 0.1%
 
32 24 < 0.1%
 
33 19 < 0.1%
 
34 12 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
100 19 < 0.1%
 
99 20 < 0.1%
 
98 28 < 0.1%
 
97 21 < 0.1%
 
96 27 < 0.1%
 

JobInvolvement
Categorical

Distinct count4
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
3
868
2
375
4
 
144
ValueCountFrequency (%) 
3 868 59.0%
 
2 375 25.5%
 
4 144 9.8%
 
1 83 5.6%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

JobLevel
Numeric

Distinct count5
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.0639
Minimum1
Maximum5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q11
Median2
Q33
95-th percentile4
Maximum5
Range4
Interquartile range2

Descriptive statistics

Standard deviation1.1069
Coef of variation0.53632
Kurtosis0.39915
Mean2.0639
MAD0.83248
Skewness1.0254
Sum3034
Variance1.2253
Memory size11.6 KiB
Histogram
ValueCountFrequency (%) 
1 543 36.9%
 
2 534 36.3%
 
3 218 14.8%
 
4 106 7.2%
 
5 69 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 543 36.9%
 
2 534 36.3%
 
3 218 14.8%
 
4 106 7.2%
 
5 69 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
5 69 < 0.1%
 
4 106 7.2%
 
3 218 14.8%
 
2 534 36.3%
 
1 543 36.9%
 

JobRole
Categorical

Distinct count9
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Sales Executive
326
Research Scientist
292
Laboratory Technician
259
Other values (6)
593
ValueCountFrequency (%) 
Sales Executive 326 22.2%
 
Research Scientist 292 19.9%
 
Laboratory Technician 259 17.6%
 
Manufacturing Director 145 9.9%
 
Healthcare Representative 131 8.9%
 
Manager 102 6.9%
 
Sales Representative 83 5.6%
 
Research Director 80 5.4%
 
Human Resources 52 < 0.1%
 
Max length25
Mean length18.071
Min length7
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

JobSatisfaction
Categorical

Distinct count4
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
4
459
3
442
1
289
ValueCountFrequency (%) 
4 459 31.2%
 
3 442 30.1%
 
1 289 19.7%
 
2 280 19.0%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

MaritalStatus
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Married
673
Single
470
Divorced
327
ValueCountFrequency (%) 
Married 673 45.8%
 
Single 470 32.0%
 
Divorced 327 22.2%
 
Max length8
Mean length6.9027
Min length6
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

MonthlyIncome
Highly correlated

This variable is highly correlated with JobLevel and should be ignored for analysis

Correlation0.9503

MonthlyRate
Numeric

Distinct count1427
Unique (%)> 99.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean14313
Minimum2094
Maximum26999
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2094
5-th percentile3384.6
Q18047
Median14236
Q320462
95-th percentile25432
Maximum26999
Range24905
Interquartile range12414

Descriptive statistics

Standard deviation7117.8
Coef of variation0.49729
Kurtosis-1.215
Mean14313
MAD6188.1
Skewness0.018578
Sum2.104e+07
Variance5.0663e+07
Memory size11.6 KiB
Histogram
ValueCountFrequency (%) 
4223 3 < 0.1%
 
9150 3 < 0.1%
 
6670 2 < 0.1%
 
7324 2 < 0.1%
 
4658 2 < 0.1%
 
21534 2 < 0.1%
 
16154 2 < 0.1%
 
13008 2 < 0.1%
 
12355 2 < 0.1%
 
6069 2 < 0.1%
 
Other values (1417) 1448 > 99.9%
 

Minimum 5 values

ValueCountFrequency (%) 
2094 1 < 0.1%
 
2097 1 < 0.1%
 
2104 1 < 0.1%
 
2112 1 < 0.1%
 
2122 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
26999 1 < 0.1%
 
26997 1 < 0.1%
 
26968 1 < 0.1%
 
26959 1 < 0.1%
 
26956 1 < 0.1%
 

NumCompaniesWorked
Numeric

Distinct count10
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.6932
Minimum0
Maximum9
Zeros (%)13.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q11
Median2
Q34
95-th percentile8
Maximum9
Range9
Interquartile range3

Descriptive statistics

Standard deviation2.498
Coef of variation0.92753
Kurtosis0.010214
Mean2.6932
MAD2.0598
Skewness1.0265
Sum3959
Variance6.24
Memory size11.6 KiB
Histogram
ValueCountFrequency (%) 
1 521 35.4%
 
0 197 13.4%
 
3 159 10.8%
 
2 146 9.9%
 
4 139 9.5%
 
7 74 5.0%
 
6 70 < 0.1%
 
5 63 < 0.1%
 
9 52 < 0.1%
 
8 49 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 197 13.4%
 
1 521 35.4%
 
2 146 9.9%
 
3 159 10.8%
 
4 139 9.5%
 

Maximum 5 values

ValueCountFrequency (%) 
9 52 < 0.1%
 
8 49 < 0.1%
 
7 74 5.0%
 
6 70 < 0.1%
 
5 63 < 0.1%
 

Over18
Constant

This variable is constant and should be ignored for analysis

Constant valueY

OverTime
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
No
1054
Yes
416
ValueCountFrequency (%) 
No 1054 71.7%
 
Yes 416 28.3%
 

PercentSalaryHike
Numeric

Distinct count15
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean15.21
Minimum11
Maximum25
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum11
5-th percentile11
Q112
Median14
Q318
95-th percentile22
Maximum25
Range14
Interquartile range6

Descriptive statistics

Standard deviation3.6599
Coef of variation0.24063
Kurtosis-0.3006
Mean15.21
MAD3.0552
Skewness0.82113
Sum22358
Variance13.395
Memory size11.6 KiB
Histogram
ValueCountFrequency (%) 
11 210 14.3%
 
13 209 14.2%
 
14 201 13.7%
 
12 198 13.5%
 
15 101 6.9%
 
18 89 6.1%
 
17 82 5.6%
 
16 78 5.3%
 
19 76 5.2%
 
22 56 < 0.1%
 
Other values (5) 170 11.6%
 

Minimum 5 values

ValueCountFrequency (%) 
11 210 14.3%
 
12 198 13.5%
 
13 209 14.2%
 
14 201 13.7%
 
15 101 6.9%
 

Maximum 5 values

ValueCountFrequency (%) 
25 18 < 0.1%
 
24 21 < 0.1%
 
23 28 < 0.1%
 
22 56 < 0.1%
 
21 48 < 0.1%
 

PerformanceRating
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
3
1244
4
 
226
ValueCountFrequency (%) 
3 1244 84.6%
 
4 226 15.4%
 

RelationshipSatisfaction
Categorical

Distinct count4
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
3
459
4
432
2
303
ValueCountFrequency (%) 
3 459 31.2%
 
4 432 29.4%
 
2 303 20.6%
 
1 276 18.8%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

StandardHours
Constant

This variable is constant and should be ignored for analysis

Constant value80

StockOptionLevel
Categorical

Distinct count4
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
631
1
596
2
158
ValueCountFrequency (%) 
0 631 42.9%
 
1 596 40.5%
 
2 158 10.7%
 
3 85 5.8%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

TotalWorkingYears
Numeric

Distinct count40
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean11.28
Minimum0
Maximum40
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q16
Median10
Q315
95-th percentile28
Maximum40
Range40
Interquartile range9

Descriptive statistics

Standard deviation7.7808
Coef of variation0.68981
Kurtosis0.91827
Mean11.28
MAD6.0342
Skewness1.1172
Sum16581
Variance60.541
Memory size11.6 KiB
Histogram
ValueCountFrequency (%) 
10 202 13.7%
 
6 125 8.5%
 
8 103 7.0%
 
9 96 6.5%
 
5 88 6.0%
 
1 81 5.5%
 
7 81 5.5%
 
4 63 < 0.1%
 
12 48 < 0.1%
 
3 42 < 0.1%
 
Other values (30) 541 36.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 11 < 0.1%
 
1 81 5.5%
 
2 31 < 0.1%
 
3 42 < 0.1%
 
4 63 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
40 2 < 0.1%
 
38 1 < 0.1%
 
37 4 < 0.1%
 
36 6 < 0.1%
 
35 3 < 0.1%
 

TrainingTimesLastYear
Numeric

Distinct count7
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.7993
Minimum0
Maximum6
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q12
Median3
Q33
95-th percentile5
Maximum6
Range6
Interquartile range1

Descriptive statistics

Standard deviation1.2893
Coef of variation0.46057
Kurtosis0.49499
Mean2.7993
MAD0.97434
Skewness0.55312
Sum4115
Variance1.6622
Memory size11.6 KiB
Histogram
ValueCountFrequency (%) 
2 547 37.2%
 
3 491 33.4%
 
4 123 8.4%
 
5 119 8.1%
 
1 71 < 0.1%
 
6 65 < 0.1%
 
0 54 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 54 < 0.1%
 
1 71 < 0.1%
 
2 547 37.2%
 
3 491 33.4%
 
4 123 8.4%
 

Maximum 5 values

ValueCountFrequency (%) 
6 65 < 0.1%
 
5 119 8.1%
 
4 123 8.4%
 
3 491 33.4%
 
2 547 37.2%
 

WorkLifeBalance
Categorical

Distinct count4
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
3
893
2
344
4
 
153
ValueCountFrequency (%) 
3 893 60.7%
 
2 344 23.4%
 
4 153 10.4%
 
1 80 5.4%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

YearsAtCompany
Numeric

Distinct count37
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean7.0082
Minimum0
Maximum40
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q13
Median5
Q39
95-th percentile20
Maximum40
Range40
Interquartile range6

Descriptive statistics

Standard deviation6.1265
Coef of variation0.8742
Kurtosis3.9355
Mean7.0082
MAD4.4717
Skewness1.7645
Sum10302
Variance37.534
Memory size11.6 KiB
Histogram
ValueCountFrequency (%) 
5 196 13.3%
 
1 171 11.6%
 
3 128 8.7%
 
2 127 8.6%
 
10 120 8.2%
 
4 110 7.5%
 
7 90 6.1%
 
9 82 5.6%
 
8 80 5.4%
 
6 76 5.2%
 
Other values (27) 290 19.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 44 < 0.1%
 
1 171 11.6%
 
2 127 8.6%
 
3 128 8.7%
 
4 110 7.5%
 

Maximum 5 values

ValueCountFrequency (%) 
40 1 < 0.1%
 
37 1 < 0.1%
 
36 2 < 0.1%
 
34 1 < 0.1%
 
33 5 < 0.1%
 

YearsInCurrentRole
Numeric

Distinct count19
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean4.2293
Minimum0
Maximum18
Zeros (%)16.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q12
Median3
Q37
95-th percentile11
Maximum18
Range18
Interquartile range5

Descriptive statistics

Standard deviation3.6231
Coef of variation0.85669
Kurtosis0.47742
Mean4.2293
MAD3.0409
Skewness0.91736
Sum6217
Variance13.127
Memory size11.6 KiB
Histogram
ValueCountFrequency (%) 
2 372 25.3%
 
0 244 16.6%
 
7 222 15.1%
 
3 135 9.2%
 
4 104 7.1%
 
8 89 6.1%
 
9 67 < 0.1%
 
1 57 < 0.1%
 
6 37 < 0.1%
 
5 36 < 0.1%
 
Other values (9) 107 7.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 244 16.6%
 
1 57 < 0.1%
 
2 372 25.3%
 
3 135 9.2%
 
4 104 7.1%
 

Maximum 5 values

ValueCountFrequency (%) 
18 2 < 0.1%
 
17 4 < 0.1%
 
16 7 < 0.1%
 
15 8 < 0.1%
 
14 11 < 0.1%
 

YearsSinceLastPromotion
Numeric

Distinct count16
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.1878
Minimum0
Maximum15
Zeros (%)39.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median1
Q33
95-th percentile9
Maximum15
Range15
Interquartile range3

Descriptive statistics

Standard deviation3.2224
Coef of variation1.4729
Kurtosis3.6127
Mean2.1878
MAD2.3469
Skewness1.9843
Sum3216
Variance10.384
Memory size11.6 KiB
Histogram
ValueCountFrequency (%) 
0 581 39.5%
 
1 357 24.3%
 
2 159 10.8%
 
7 76 5.2%
 
4 61 < 0.1%
 
3 52 < 0.1%
 
5 45 < 0.1%
 
6 32 < 0.1%
 
11 24 < 0.1%
 
8 18 < 0.1%
 
Other values (6) 65 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 581 39.5%
 
1 357 24.3%
 
2 159 10.8%
 
3 52 < 0.1%
 
4 61 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
15 13 < 0.1%
 
14 9 < 0.1%
 
13 10 < 0.1%
 
12 10 < 0.1%
 
11 24 < 0.1%
 

YearsWithCurrManager
Numeric

Distinct count18
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean4.1231
Minimum0
Maximum17
Zeros (%)17.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q12
Median3
Q37
95-th percentile10
Maximum17
Range17
Interquartile range5

Descriptive statistics

Standard deviation3.5681
Coef of variation0.8654
Kurtosis0.17106
Mean4.1231
MAD3.0254
Skewness0.83345
Sum6061
Variance12.732
Memory size11.6 KiB
Histogram
ValueCountFrequency (%) 
2 344 23.4%
 
0 263 17.9%
 
7 216 14.7%
 
3 142 9.7%
 
8 107 7.3%
 
4 98 6.7%
 
1 76 5.2%
 
9 64 < 0.1%
 
5 31 < 0.1%
 
6 29 < 0.1%
 
Other values (8) 100 6.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 263 17.9%
 
1 76 5.2%
 
2 344 23.4%
 
3 142 9.7%
 
4 98 6.7%
 

Maximum 5 values

ValueCountFrequency (%) 
17 7 < 0.1%
 
16 2 < 0.1%
 
15 5 < 0.1%
 
14 5 < 0.1%
 
13 14 < 0.1%
 

Correlations

Pearson matrix
Spearman matrix
Kendall matrix
Phi<sub>k</sub> matrix
Recoded matrix

Missing values

Matrix

Matrix

Count

Bar

Sample

First rows

AgeAttritionBusinessTravelDailyRateDepartmentDistanceFromHomeEducationEducationFieldEmployeeCountEmployeeNumberEnvironmentSatisfactionGenderHourlyRateJobInvolvementJobLevelJobRoleJobSatisfactionMaritalStatusMonthlyIncomeMonthlyRateNumCompaniesWorkedOver18OverTimePercentSalaryHikePerformanceRatingRelationshipSatisfactionStandardHoursStockOptionLevelTotalWorkingYearsTrainingTimesLastYearWorkLifeBalanceYearsAtCompanyYearsInCurrentRoleYearsSinceLastPromotionYearsWithCurrManager
041YesTravel_Rarely1102Sales12Life Sciences112Female9432Sales Executive4Single5993194798YYes11318008016405
149NoTravel_Frequently279Research & Development81Life Sciences123Male6122Research Scientist2Married5130249071YNo2344801103310717
237YesTravel_Rarely1373Research & Development22Other144Male9221Laboratory Technician3Single209023966YYes15328007330000
333NoTravel_Frequently1392Research & Development34Life Sciences154Female5631Research Scientist3Married2909231591YYes11338008338730
427NoTravel_Rarely591Research & Development21Medical171Male4031Laboratory Technician2Married3468166329YNo12348016332222
532NoTravel_Frequently1005Research & Development22Life Sciences184Male7931Laboratory Technician4Single3068118640YNo13338008227736
659NoTravel_Rarely1324Research & Development33Medical1103Female8141Laboratory Technician1Married267099644YYes204180312321000
730NoTravel_Rarely1358Research & Development241Life Sciences1114Male6731Laboratory Technician3Divorced2693133351YNo22428011231000
838NoTravel_Frequently216Research & Development233Life Sciences1124Male4423Manufacturing Director3Single952687870YNo214280010239718
936NoTravel_Rarely1299Research & Development273Medical1133Male9432Healthcare Representative3Married5237165776YNo133280217327777

Last rows

AgeAttritionBusinessTravelDailyRateDepartmentDistanceFromHomeEducationEducationFieldEmployeeCountEmployeeNumberEnvironmentSatisfactionGenderHourlyRateJobInvolvementJobLevelJobRoleJobSatisfactionMaritalStatusMonthlyIncomeMonthlyRateNumCompaniesWorkedOver18OverTimePercentSalaryHikePerformanceRatingRelationshipSatisfactionStandardHoursStockOptionLevelTotalWorkingYearsTrainingTimesLastYearWorkLifeBalanceYearsAtCompanyYearsInCurrentRoleYearsSinceLastPromotionYearsWithCurrManager
146029NoTravel_Rarely468Research & Development284Medical120544Female7321Research Scientist1Single378584891YNo14328005315404
146150YesTravel_Rarely410Sales283Marketing120554Male3923Sales Executive1Divorced10854165864YYes133280120333220
146239NoTravel_Rarely722Sales241Marketing120562Female6024Sales Executive4Married1203188280YNo1131801212220996
146331NoNon-Travel325Research & Development53Medical120572Male7432Manufacturing Director1Single993637870YNo193280010239417
146426NoTravel_Rarely1167Sales53Other120604Female3021Sales Representative3Single2966213780YNo18348005234200
146536NoTravel_Frequently884Research & Development232Medical120613Male4142Laboratory Technician4Married2571122904YNo173380117335203
146639NoTravel_Rarely613Research & Development61Medical120624Male4223Healthcare Representative1Married9991214574YNo15318019537717
146727NoTravel_Rarely155Research & Development43Life Sciences120642Male8742Manufacturing Director2Married614251741YYes20428016036203
146849NoTravel_Frequently1023Sales23Medical120654Male6322Sales Executive2Married5390132432YNo143480017329608
146934NoTravel_Rarely628Research & Development83Medical120682Male8242Laboratory Technician3Married4404102282YNo12318006344312